Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 278.5 KiB |
| Average record size in memory | 96.0 B |
Variable types
| NUM | 12 |
|---|
qty_items is highly correlated with gross_revenue | High correlation |
gross_revenue is highly correlated with qty_items | High correlation |
qtd_returns is highly correlated with avg_ticket and 1 other fields | High correlation |
avg_ticket is highly correlated with qtd_returns and 1 other fields | High correlation |
avg_basket_size is highly correlated with avg_ticket and 1 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 53.44422362) | Skewed |
frequency is highly skewed (γ1 = 24.88049136) | Skewed |
qtd_returns is highly skewed (γ1 = 51.79774426) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.67271661) | Skewed |
customer_id has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
qtd_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-19 14:20:34.705896 |
|---|---|
| Analysis finished | 2022-09-19 14:21:02.588652 |
| Duration | 27.88 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.77299 |
|---|---|
| Minimum | 12347 |
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.990292 |
|---|---|
| Coefficient of variation (CV) | 0.1125673398 |
| Kurtosis | -1.206094692 |
| Mean | 15270.77299 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.03160785866 |
| Sum | 45338925 |
| Variance | 2954927.624 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 14335 | 1 | < 0.1% | |
| 15679 | 1 | < 0.1% | |
| 15689 | 1 | < 0.1% | |
| 17736 | 1 | < 0.1% | |
| 15687 | 1 | < 0.1% | |
| 17734 | 1 | < 0.1% | |
| 13636 | 1 | < 0.1% | |
| 12722 | 1 | < 0.1% | |
| 13634 | 1 | < 0.1% | |
| 15681 | 1 | < 0.1% | |
| Other values (2959) | 2959 | 99.7% |
| Value | Count | Frequency (%) | |
| 12347 | 1 | < 0.1% | |
| 12348 | 1 | < 0.1% | |
| 12352 | 1 | < 0.1% | |
| 12356 | 1 | < 0.1% | |
| 12358 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18287 | 1 | < 0.1% | |
| 18283 | 1 | < 0.1% | |
| 18282 | 1 | < 0.1% | |
| 18277 | 1 | < 0.1% | |
| 18276 | 1 | < 0.1% |
| Distinct | 2949 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.321711 |
|---|---|
| Minimum | 6.2 |
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.77 |
| Q1 | 570.96 |
| median | 1086.92 |
| Q3 | 2308.06 |
| 95-th percentile | 7219.68 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10580.62331 |
|---|---|
| Coefficient of variation (CV) | 3.848448607 |
| Kurtosis | 353.944724 |
| Mean | 2749.321711 |
| Median Absolute Deviation (MAD) | 672.16 |
| Skewness | 16.77755612 |
| Sum | 8162736.16 |
| Variance | 111949589.6 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1353.74 | 2 | 0.1% | |
| 178.96 | 2 | 0.1% | |
| 52.2 | 2 | 0.1% | |
| 533.33 | 2 | 0.1% | |
| 1066.15 | 2 | 0.1% | |
| 379.65 | 2 | 0.1% | |
| 731.9 | 2 | 0.1% | |
| 901.2 | 2 | 0.1% | |
| 1078.96 | 2 | 0.1% | |
| 2053.02 | 2 | 0.1% | |
| Other values (2939) | 2949 | 99.3% |
| Value | Count | Frequency (%) | |
| 6.2 | 1 | < 0.1% | |
| 13.3 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 36.56 | 1 | < 0.1% | |
| 45 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 279138.02 | 1 | < 0.1% | |
| 259657.3 | 1 | < 0.1% | |
| 194550.79 | 1 | < 0.1% | |
| 168472.5 | 1 | < 0.1% | |
| 140450.72 | 1 | < 0.1% |
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.28763894 |
|---|---|
| Minimum | 0 |
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.75677911 |
|---|---|
| Coefficient of variation (CV) | 1.209513686 |
| Kurtosis | 2.777962659 |
| Mean | 64.28763894 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.798379538 |
| Sum | 190870 |
| Variance | 6046.116697 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 99 | 3.3% | |
| 4 | 87 | 2.9% | |
| 3 | 85 | 2.9% | |
| 2 | 85 | 2.9% | |
| 8 | 76 | 2.6% | |
| 10 | 67 | 2.3% | |
| 9 | 66 | 2.2% | |
| 7 | 66 | 2.2% | |
| 17 | 64 | 2.2% | |
| 16 | 55 | 1.9% | |
| Other values (262) | 2219 | 74.7% |
| Value | Count | Frequency (%) | |
| 0 | 34 | 1.1% | |
| 1 | 99 | 3.3% | |
| 2 | 85 | 2.9% | |
| 3 | 85 | 2.9% | |
| 4 | 87 | 2.9% |
| Value | Count | Frequency (%) | |
| 373 | 2 | 0.1% | |
| 372 | 4 | 0.1% | |
| 371 | 1 | < 0.1% | |
| 368 | 1 | < 0.1% | |
| 366 | 4 | 0.1% |
qty_invoices
Real number (ℝ≥0)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.723139104 |
|---|---|
| Minimum | 1 |
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.85653132 |
|---|---|
| Coefficient of variation (CV) | 1.547495379 |
| Kurtosis | 190.8344494 |
| Mean | 5.723139104 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.76680458 |
| Sum | 16992 |
| Variance | 78.43814702 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2 | 785 | 26.4% | |
| 3 | 499 | 16.8% | |
| 4 | 393 | 13.2% | |
| 5 | 237 | 8.0% | |
| 1 | 190 | 6.4% | |
| 6 | 173 | 5.8% | |
| 7 | 138 | 4.6% | |
| 8 | 98 | 3.3% | |
| 9 | 69 | 2.3% | |
| 10 | 55 | 1.9% | |
| Other values (46) | 332 | 11.2% |
| Value | Count | Frequency (%) | |
| 1 | 190 | 6.4% | |
| 2 | 785 | 26.4% | |
| 3 | 499 | 16.8% | |
| 4 | 393 | 13.2% | |
| 5 | 237 | 8.0% |
| Value | Count | Frequency (%) | |
| 206 | 1 | < 0.1% | |
| 199 | 1 | < 0.1% | |
| 124 | 1 | < 0.1% | |
| 97 | 1 | < 0.1% | |
| 91 | 2 | 0.1% |
| Distinct | 1671 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1608.852476 |
|---|---|
| Minimum | 1 |
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 102.4 |
| Q1 | 296 |
| median | 641 |
| Q3 | 1401 |
| 95-th percentile | 4407.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1105 |
Descriptive statistics
| Standard deviation | 5887.578045 |
|---|---|
| Coefficient of variation (CV) | 3.659489067 |
| Kurtosis | 465.998084 |
| Mean | 1608.852476 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 17.85859125 |
| Sum | 4776683 |
| Variance | 34663575.24 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 310 | 11 | 0.4% | |
| 88 | 9 | 0.3% | |
| 150 | 9 | 0.3% | |
| 288 | 8 | 0.3% | |
| 272 | 8 | 0.3% | |
| 246 | 8 | 0.3% | |
| 260 | 8 | 0.3% | |
| 84 | 8 | 0.3% | |
| 300 | 7 | 0.2% | |
| 114 | 7 | 0.2% | |
| Other values (1661) | 2886 | 97.2% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 2 | 0.1% | |
| 12 | 2 | 0.1% | |
| 16 | 1 | < 0.1% | |
| 17 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 196844 | 1 | < 0.1% | |
| 80997 | 1 | < 0.1% | |
| 80263 | 1 | < 0.1% | |
| 77373 | 1 | < 0.1% | |
| 69993 | 1 | < 0.1% |
qty_products
Real number (ℝ≥0)
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.7241495 |
|---|---|
| Minimum | 1 |
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.8964081 |
|---|---|
| Coefficient of variation (CV) | 2.199211884 |
| Kurtosis | 354.8611303 |
| Mean | 122.7241495 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.70763473 |
| Sum | 364368 |
| Variance | 72844.07112 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 28 | 43 | 1.4% | |
| 20 | 37 | 1.2% | |
| 35 | 35 | 1.2% | |
| 29 | 35 | 1.2% | |
| 19 | 34 | 1.1% | |
| 15 | 33 | 1.1% | |
| 11 | 32 | 1.1% | |
| 26 | 31 | 1.0% | |
| 27 | 30 | 1.0% | |
| 25 | 30 | 1.0% | |
| Other values (458) | 2629 | 88.5% |
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.2% | |
| 2 | 14 | 0.5% | |
| 3 | 16 | 0.5% | |
| 4 | 17 | 0.6% | |
| 5 | 26 | 0.9% |
| Value | Count | Frequency (%) | |
| 7838 | 1 | < 0.1% | |
| 5673 | 1 | < 0.1% | |
| 5095 | 1 | < 0.1% | |
| 4580 | 1 | < 0.1% | |
| 2698 | 1 | < 0.1% |
| Distinct | 2965 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.89776151 |
|---|---|
| Minimum | 2.150588235 |
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 2.150588235 |
|---|---|
| 5-th percentile | 4.916661099 |
| Q1 | 13.11933333 |
| median | 17.95658654 |
| Q3 | 24.98828571 |
| 95-th percentile | 90.497 |
| Maximum | 56157.5 |
| Range | 56155.34941 |
| Interquartile range (IQR) | 11.86895238 |
Descriptive statistics
| Standard deviation | 1036.934407 |
|---|---|
| Coefficient of variation (CV) | 19.98033011 |
| Kurtosis | 2890.707126 |
| Mean | 51.89776151 |
| Median Absolute Deviation (MAD) | 5.984842033 |
| Skewness | 53.44422362 |
| Sum | 154084.4539 |
| Variance | 1075232.964 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 15 | 2 | 0.1% | |
| 15.29 | 2 | 0.1% | |
| 14.47833333 | 2 | 0.1% | |
| 4.162 | 2 | 0.1% | |
| 17.56944444 | 1 | < 0.1% | |
| 29.93477612 | 1 | < 0.1% | |
| 21.52698113 | 1 | < 0.1% | |
| 8.581532258 | 1 | < 0.1% | |
| 81.6 | 1 | < 0.1% | |
| 33.925 | 1 | < 0.1% | |
| Other values (2955) | 2955 | 99.5% |
| Value | Count | Frequency (%) | |
| 2.150588235 | 1 | < 0.1% | |
| 2.4325 | 1 | < 0.1% | |
| 2.462371134 | 1 | < 0.1% | |
| 2.511241379 | 1 | < 0.1% | |
| 2.515333333 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 56157.5 | 1 | < 0.1% | |
| 4453.43 | 1 | < 0.1% | |
| 3202.92 | 1 | < 0.1% | |
| 1687.2 | 1 | < 0.1% | |
| 952.9875 | 1 | < 0.1% |
avg_recency_days
Real number (ℝ≥0)
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.34851138 |
|---|---|
| Minimum | 1 |
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.92307692 |
| median | 48.28571429 |
| Q3 | 85.33333333 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.41025641 |
Descriptive statistics
| Standard deviation | 63.54492876 |
|---|---|
| Coefficient of variation (CV) | 0.9435238799 |
| Kurtosis | 4.887109087 |
| Mean | 67.34851138 |
| Median Absolute Deviation (MAD) | 26.28571429 |
| Skewness | 2.062770925 |
| Sum | 199957.7303 |
| Variance | 4037.957972 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 14 | 25 | 0.8% | |
| 4 | 22 | 0.7% | |
| 70 | 21 | 0.7% | |
| 7 | 20 | 0.7% | |
| 35 | 19 | 0.6% | |
| 49 | 18 | 0.6% | |
| 21 | 17 | 0.6% | |
| 11 | 17 | 0.6% | |
| 46 | 17 | 0.6% | |
| 42 | 16 | 0.5% | |
| Other values (1248) | 2777 | 93.5% |
| Value | Count | Frequency (%) | |
| 1 | 16 | 0.5% | |
| 1.5 | 1 | < 0.1% | |
| 2 | 13 | 0.4% | |
| 2.5 | 1 | < 0.1% | |
| 2.601398601 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 366 | 1 | < 0.1% | |
| 365 | 1 | < 0.1% | |
| 363 | 1 | < 0.1% | |
| 362 | 1 | < 0.1% | |
| 357 | 2 | 0.1% |
| Distinct | 1225 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1137973039 |
|---|---|
| Minimum | 0.005449591281 |
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.008894164194 |
| Q1 | 0.01633986928 |
| median | 0.02588996764 |
| Q3 | 0.04945054945 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.03311068017 |
Descriptive statistics
| Standard deviation | 0.4081562524 |
|---|---|
| Coefficient of variation (CV) | 3.586695275 |
| Kurtosis | 989.3650758 |
| Mean | 0.1137973039 |
| Median Absolute Deviation (MAD) | 0.0121913375 |
| Skewness | 24.88049136 |
| Sum | 337.8641954 |
| Variance | 0.1665915263 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 198 | 6.7% | |
| 0.0625 | 18 | 0.6% | |
| 0.02777777778 | 17 | 0.6% | |
| 0.02380952381 | 16 | 0.5% | |
| 0.09090909091 | 15 | 0.5% | |
| 0.08333333333 | 15 | 0.5% | |
| 0.02941176471 | 14 | 0.5% | |
| 0.03448275862 | 14 | 0.5% | |
| 0.01923076923 | 13 | 0.4% | |
| 0.07692307692 | 13 | 0.4% | |
| Other values (1215) | 2636 | 88.8% |
| Value | Count | Frequency (%) | |
| 0.005449591281 | 1 | < 0.1% | |
| 0.005464480874 | 1 | < 0.1% | |
| 0.005479452055 | 1 | < 0.1% | |
| 0.005494505495 | 1 | < 0.1% | |
| 0.005586592179 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 17 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 2 | 6 | 0.2% | |
| 1.142857143 | 1 | < 0.1% | |
| 1 | 198 | 6.7% |
| Distinct | 214 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.1569552 |
|---|---|
| Minimum | 0 |
| Maximum | 80995 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100.6 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1512.496135 |
|---|---|
| Coefficient of variation (CV) | 24.33349783 |
| Kurtosis | 2765.52864 |
| Mean | 62.1569552 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.79774426 |
| Sum | 184544 |
| Variance | 2287644.557 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1481 | 49.9% | |
| 1 | 164 | 5.5% | |
| 2 | 148 | 5.0% | |
| 3 | 105 | 3.5% | |
| 4 | 89 | 3.0% | |
| 6 | 78 | 2.6% | |
| 5 | 61 | 2.1% | |
| 12 | 51 | 1.7% | |
| 7 | 43 | 1.4% | |
| 8 | 43 | 1.4% | |
| Other values (204) | 706 | 23.8% |
| Value | Count | Frequency (%) | |
| 0 | 1481 | 49.9% | |
| 1 | 164 | 5.5% | |
| 2 | 148 | 5.0% | |
| 3 | 105 | 3.5% | |
| 4 | 89 | 3.0% |
| Value | Count | Frequency (%) | |
| 80995 | 1 | < 0.1% | |
| 9014 | 1 | < 0.1% | |
| 8004 | 1 | < 0.1% | |
| 4427 | 1 | < 0.1% | |
| 3768 | 1 | < 0.1% |
| Distinct | 1979 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.8137641 |
|---|---|
| Minimum | 1 |
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.25 |
| median | 172.3333333 |
| Q3 | 281.6923077 |
| 95-th percentile | 600 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.4423077 |
Descriptive statistics
| Standard deviation | 791.5551894 |
|---|---|
| Coefficient of variation (CV) | 3.168581172 |
| Kurtosis | 2255.538236 |
| Mean | 249.8137641 |
| Median Absolute Deviation (MAD) | 83.08333333 |
| Skewness | 44.67271661 |
| Sum | 741697.0657 |
| Variance | 626559.6179 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 100 | 11 | 0.4% | |
| 114 | 10 | 0.3% | |
| 73 | 9 | 0.3% | |
| 82 | 9 | 0.3% | |
| 86 | 9 | 0.3% | |
| 136 | 8 | 0.3% | |
| 60 | 8 | 0.3% | |
| 88 | 8 | 0.3% | |
| 75 | 8 | 0.3% | |
| 129 | 7 | 0.2% | |
| Other values (1969) | 2882 | 97.1% |
| Value | Count | Frequency (%) | |
| 1 | 2 | 0.1% | |
| 2 | 1 | < 0.1% | |
| 3.333333333 | 1 | < 0.1% | |
| 5.333333333 | 1 | < 0.1% | |
| 5.666666667 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 40498.5 | 1 | < 0.1% | |
| 6009.333333 | 1 | < 0.1% | |
| 4282 | 1 | < 0.1% | |
| 3906 | 1 | < 0.1% | |
| 3868.65 | 1 | < 0.1% |
avg_unique_basket_size
Real number (ℝ≥0)
| Distinct | 906 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.48459137 |
|---|---|
| Minimum | 0.2 |
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.2 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.666666667 |
| median | 13.6 |
| Q3 | 22.14285714 |
| 95-th percentile | 46 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.47619048 |
Descriptive statistics
| Standard deviation | 15.46030748 |
|---|---|
| Coefficient of variation (CV) | 0.8842246955 |
| Kurtosis | 29.31744084 |
| Mean | 17.48459137 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 3.43586152 |
| Sum | 51911.75179 |
| Variance | 239.0211074 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 13 | 42 | 1.4% | |
| 9 | 41 | 1.4% | |
| 8 | 39 | 1.3% | |
| 16 | 39 | 1.3% | |
| 14 | 38 | 1.3% | |
| 17 | 38 | 1.3% | |
| 11 | 36 | 1.2% | |
| 5 | 36 | 1.2% | |
| 7 | 36 | 1.2% | |
| 15 | 35 | 1.2% | |
| Other values (896) | 2589 | 87.2% |
| Value | Count | Frequency (%) | |
| 0.2 | 1 | < 0.1% | |
| 0.25 | 3 | 0.1% | |
| 0.3333333333 | 6 | 0.2% | |
| 0.4 | 1 | < 0.1% | |
| 0.4090909091 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 259 | 1 | < 0.1% | |
| 177 | 1 | < 0.1% | |
| 148 | 1 | < 0.1% | |
| 127 | 1 | < 0.1% | |
| 105 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items | qty_products | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.152222 | 35.500000 | 17.000000 | 40.0 | 50.970588 | 0.617647 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.904035 | 27.250000 | 0.028302 | 35.0 | 154.444444 | 11.666667 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.902500 | 23.187500 | 0.040323 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.866071 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 4.800000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.000000 | 8.600000 | 0.073171 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.326471 | 23.200000 | 0.040115 | 29.0 | 150.142857 | 4.357143 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.219786 | 18.300000 | 0.057221 | 399.0 | 172.428571 | 7.047619 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.719836 | 35.700000 | 0.033520 | 41.0 | 171.416667 | 3.833333 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.543464 | 4.144444 | 0.243316 | 474.0 | 419.714286 | 6.230769 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.934776 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 4.857143 |
Last rows
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items | qty_products | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2959 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.064394 | 6.0 | 1.000000 | 6.0 | 645.000000 | 66.000000 |
| 2960 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 11.708889 | 12.0 | 0.153846 | 0.0 | 101.500000 | 15.000000 |
| 2961 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.400000 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.500000 |
| 2962 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 4.199036 | 7.0 | 0.250000 | 0.0 | 203.000000 | 66.500000 |
| 2963 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 16.956849 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.000000 |
| 2964 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.773333 | 4.0 | 1.000000 | 34.0 | 382.000000 | 30.000000 |
| 2965 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 47.075333 | 3.0 | 0.750000 | 50.0 | 169.333333 | 4.666667 |
| 2966 | 13521 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 2.511241 | 4.5 | 0.300000 | 0.0 | 244.333333 | 104.000000 |
| 2967 | 15060 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 2.515333 | 1.0 | 2.000000 | 0.0 | 65.500000 | 20.000000 |
| 2968 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.541818 | 6.0 | 1.000000 | 196.0 | 196.000000 | 11.000000 |